diff --git a/deepmatcher/models/modules.py b/deepmatcher/models/modules.py
index b59e526..eb92510 100644
--- a/deepmatcher/models/modules.py
+++ b/deepmatcher/models/modules.py
@@ -234,7 +234,7 @@ def forward(self, x1, x2):
     """
 
     def __getitem__(self, name):
-        return getattr(self, name)
+        return self._modules[name]
 
     def __setitem__(self, name, module):
         setattr(self, name, module)